Resources

Selected code, tutorials, project pages, and slides.

Research Links

Survey Hard-Constrained-ML-Survey A survey on machine learning with hard constraints.
Code Homeomorphic-Optimization Homeomorphic methods for constrained optimization.
Code Homeomorphic-Projection Code for Homeomorphic Projection.
Code Gauge Flow Matching Code for Gauge Flow Matching.
Tutorial AI for Optimal Power Flow Tutorial Enming Liang led the 2024 and 2026 revisions, with advisory comments from Priya L. Donti, Minghua Chen, and the CCAI Committee.
Project Page Heatwave Impact on European Electricity Grids Project page for heatwave-induced capacity bottlenecks and power-grid resilience analysis.